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Amy Yang's Projects

100-pandas-puzzles icon 100-pandas-puzzles

100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)

abayes icon abayes

Simulate Bayesian A/B testing algorithms and evaluate the results of A/B tests with a shiny app.

amysheep.github.io icon amysheep.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

bingo icon bingo

Generate Bingo cards with R.

ggplot2 icon ggplot2

An implementation of the Grammar of Graphics in R

gilmoregirldialoguegenerator icon gilmoregirldialoguegenerator

Use language model, machine learning and neural network to train Gilmore Girl scripts and generate new dialogue given leading words

helper icon helper

Utility functions and code snippets

machine-learning-interview icon machine-learning-interview

Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

mmm-toy-data icon mmm-toy-data

MMM toy data for use in testing Robyn, VAR and other technologies

mp0 icon mp0

A Machine Programming Assignment for CS498: Cloud Computing Applications UIUC

robyn icon robyn

Robyn is an experimental, automated and open-sourced Marketing Mix Modeling (MMM) package from Facebook Marketing Science. It uses various machine learning techniques (Ridge regression with cross validation, multi-objective evolutionary algorithm for hyperparameter optimisation, gradient-based optimisation for budget allocation etc.) to define media channel efficiency and effectivity, explore adstock rates and saturation curves. It's built for granular datasets with many independent variables and therefore especially suitable for digital and direct response advertisers with rich dataset.

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